Intelligent Systems

Section outline

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  • Select activity About the course

    About the course         
    

  • Select activity Announcements

    

    Announcements Форум
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    Discussion forum Форум
  • Select activity Course description and students obligations 2023/24

    

    Course description and students obligations 2023/24 Датотека
  • Select activity Lectures

    Lectures 
    

  • Select activity The course syllabus. Topic Lectures 1 Syllabus and...

    The course syllabus.

    Topic	Lectures
    1	Syllabus and obligations; overview of artificial intelligence
    2	Nature inspired computation, genetic algorithms
    3	Predictive modeling
    4	Bias, variance, and generalization error
    5	Feature selection and representation learning
    6	Neural networks
    7	Natural language processing
    8	Ensemble learning
    9	Kernel methods
    10	Model explanation and understanding
    11	Reinforcement learning

    
    

    
    

  • Select activity Lecture slides 2023/24 (updated continuously with 2024/25 edition)

    

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    Literature and readings Папка
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    Exams 
    

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    Samples of written exams Папка
  • Select activity A sample of oral exam questions

    

    A sample of oral exam questions Датотека

    Прикачено 15/01/2021 21:24
  • Select activity Lab work (general)

    Lab work (general)
    

  • Select activity Course repository

    

    Course repository URL

    Link to the code repository

  • Select activity Lab work (assignment 1)

    Lab work (assignment 1) 
    

  • Select activity Seminar I - Instructions

    

    Seminar I - Instructions Датотека

    Прикачено 6/11/2024 10:45
  • Select activity Seminar I - datasets

    

    Seminar I - datasets Датотека

    Прикачено 6/11/2024 10:46
  • Select activity Lab work (assignment 2)

    Lab work (assignment 2) 
    

  • Select activity Additional material     &...

    Additional material                                                                                                                        
    

  • Select activity Data analyist is a top job

    

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  • Select activity Data science cheatsheet

    

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  • Select activity Numpy cheat sheet

    

    Numpy cheat sheet Датотека

    Прикачено 7/10/2024 12:12
  • Select activity Pandas cheat sheet

    

    Pandas cheat sheet Датотека

    Прикачено 7/10/2024 12:13
  • Select activity Quizzes        ...

    Quizzes                                                                                                                                            
    

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